{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib基本图形绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Author: WangGuojian 1085844536@qq.com\n",
    "Date: 2024-08-27 12:46:05\n",
    "LastEditTime: 2024-08-27 19:11:18\n",
    "LastEditors: WangGuojian 1085844536@qq.com\n",
    "FilePath: \\demod:\\Developer\\WGJ\\VSCode_WorkSpace\\Python\\Matplotlib\\原代码\\01_Matplotlib基本图形绘制.ipynb\n",
    "Description:\n",
    "'''\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运行时配置参数 \n",
    "- rcParams : runtime configuration Parameters\n",
    "- 运行时配置参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果浏览器不显示图片，就需要加上这句话\n",
    "%matplotlib inline\n",
    "\n",
    "# 让图片中可以显示中文\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 让图片中可以显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 支持svg矢量图\n",
    "%config Inlinebackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 查看自己电脑上的字体库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontManager"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Agency FB',\n",
       " 'Algerian',\n",
       " 'AniMe Matrix - MB_EN',\n",
       " 'Arial',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Bahnschrift',\n",
       " 'Baskerville Old Face',\n",
       " 'Bauhaus 93',\n",
       " 'Bell MT',\n",
       " 'Berlin Sans FB',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Bernard MT Condensed',\n",
       " 'Blackadder ITC',\n",
       " 'Bodoni MT',\n",
       " 'Book Antiqua',\n",
       " 'Bookman Old Style',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Bradley Hand ITC',\n",
       " 'Britannic Bold',\n",
       " 'Broadway',\n",
       " 'Brush Script MT',\n",
       " 'Calibri',\n",
       " 'Californian FB',\n",
       " 'Calisto MT',\n",
       " 'Cambria',\n",
       " 'Candara',\n",
       " 'Castellar',\n",
       " 'Centaur',\n",
       " 'Century',\n",
       " 'Century Gothic',\n",
       " 'Century Schoolbook',\n",
       " 'Chiller',\n",
       " 'Colonna MT',\n",
       " 'Comic Sans MS',\n",
       " 'Consolas',\n",
       " 'Constantia',\n",
       " 'Cooper Black',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Copperplate Gothic Light',\n",
       " 'Corbel',\n",
       " 'Courier New',\n",
       " 'Cousine Nerd Font',\n",
       " 'Cousine Nerd Font Mono',\n",
       " 'Cousine Nerd Font Propo',\n",
       " 'Curlz MT',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans Display',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif Display',\n",
       " 'DejaVuSansM Nerd Font',\n",
       " 'DejaVuSansM Nerd Font Mono',\n",
       " 'DejaVuSansM Nerd Font Propo',\n",
       " 'DengXian',\n",
       " 'Dubai',\n",
       " 'Ebrima',\n",
       " 'Edwardian Script ITC',\n",
       " 'Elephant',\n",
       " 'Engravers MT',\n",
       " 'Eras Bold ITC',\n",
       " 'Eras Demi ITC',\n",
       " 'Eras Light ITC',\n",
       " 'Eras Medium ITC',\n",
       " 'FZShuTi',\n",
       " 'FZYaoTi',\n",
       " 'FangSong',\n",
       " 'Felix Titling',\n",
       " 'Footlight MT Light',\n",
       " 'Forte',\n",
       " 'Franklin Gothic Book',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Freestyle Script',\n",
       " 'French Script MT',\n",
       " 'Gabriola',\n",
       " 'Gadugi',\n",
       " 'Garamond',\n",
       " 'Georgia',\n",
       " 'Gigi',\n",
       " 'Gill Sans MT',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Gill Sans Ultra Bold',\n",
       " 'Gill Sans Ultra Bold Condensed',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Goudy Old Style',\n",
       " 'Goudy Stout',\n",
       " 'Haettenschweiler',\n",
       " 'Harlow Solid Italic',\n",
       " 'Harrington',\n",
       " 'High Tower Text',\n",
       " 'HoloLens MDL2 Assets',\n",
       " 'Impact',\n",
       " 'Imprint MT Shadow',\n",
       " 'Informal Roman',\n",
       " 'Ink Free',\n",
       " 'Javanese Text',\n",
       " 'Jokerman',\n",
       " 'Juice ITC',\n",
       " 'KaiTi',\n",
       " 'Kristen ITC',\n",
       " 'Kunstler Script',\n",
       " 'Leelawadee',\n",
       " 'Leelawadee UI',\n",
       " 'LiSu',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Calligraphy',\n",
       " 'Lucida Console',\n",
       " 'Lucida Fax',\n",
       " 'Lucida Handwriting',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Lucida Sans Unicode',\n",
       " 'MS Gothic',\n",
       " 'MS Outlook',\n",
       " 'MS Reference Sans Serif',\n",
       " 'MS Reference Specialty',\n",
       " 'MT Extra',\n",
       " 'MV Boli',\n",
       " 'Magneto',\n",
       " 'Maiandra GD',\n",
       " 'Malgun Gothic',\n",
       " 'Matura MT Script Capitals',\n",
       " 'Microsoft Himalaya',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Microsoft Tai Le',\n",
       " 'Microsoft Uighur',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'MingLiU-ExtB',\n",
       " 'Mistral',\n",
       " 'Modern No. 20',\n",
       " 'Mongolian Baiti',\n",
       " 'Monotype Corsiva',\n",
       " 'Myanmar Text',\n",
       " 'Niagara Engraved',\n",
       " 'Niagara Solid',\n",
       " 'Nirmala UI',\n",
       " 'OCR A Extended',\n",
       " 'Old English Text MT',\n",
       " 'Onyx',\n",
       " 'Palace Script MT',\n",
       " 'Palatino Linotype',\n",
       " 'Papyrus',\n",
       " 'Parchment',\n",
       " 'Perpetua',\n",
       " 'Perpetua Titling MT',\n",
       " 'Playbill',\n",
       " 'Poor Richard',\n",
       " 'Pristina',\n",
       " 'ROG Fonts',\n",
       " 'Rage Italic',\n",
       " 'Ravie',\n",
       " 'Rockwell',\n",
       " 'Rockwell Condensed',\n",
       " 'Rockwell Extra Bold',\n",
       " 'STCaiyun',\n",
       " 'STFangsong',\n",
       " 'STHupo',\n",
       " 'STIXGeneral',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeFiveSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STKaiti',\n",
       " 'STLiti',\n",
       " 'STSong',\n",
       " 'STXihei',\n",
       " 'STXingkai',\n",
       " 'STXinwei',\n",
       " 'STZhongsong',\n",
       " 'Sans Serif Collection',\n",
       " 'Script MT Bold',\n",
       " 'Segoe Fluent Icons',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Segoe Print',\n",
       " 'Segoe Script',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI Emoji',\n",
       " 'Segoe UI Historic',\n",
       " 'Segoe UI Symbol',\n",
       " 'Segoe UI Variable',\n",
       " 'Showcard Gothic',\n",
       " 'SimHei',\n",
       " 'SimSun',\n",
       " 'SimSun-ExtB',\n",
       " 'Sitka',\n",
       " 'Snap ITC',\n",
       " 'Stencil',\n",
       " 'Sylfaen',\n",
       " 'Symbol',\n",
       " 'Tahoma',\n",
       " 'Tempus Sans ITC',\n",
       " 'Times New Roman',\n",
       " 'Trebuchet MS',\n",
       " 'Tw Cen MT',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Tw Cen MT Condensed Extra Bold',\n",
       " 'Verdana',\n",
       " 'Viner Hand ITC',\n",
       " 'Vivaldi',\n",
       " 'Vladimir Script',\n",
       " 'Webdings',\n",
       " 'Wide Latin',\n",
       " 'Wingdings',\n",
       " 'Wingdings 2',\n",
       " 'Wingdings 3',\n",
       " 'YouYuan',\n",
       " 'Yu Gothic',\n",
       " 'cmb10',\n",
       " 'cmex10',\n",
       " 'cmmi10',\n",
       " 'cmr10',\n",
       " 'cmss10',\n",
       " 'cmsy10',\n",
       " 'cmtt10'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fm = FontManager()\n",
    "my_fonts = set(f.name for f in fm.ttflist)\n",
    "my_fonts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基本绘图\n",
    "- plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制抛物线\n",
    "x = np.linspace(-5, 5, 50)\n",
    "y =  x**2\n",
    "\n",
    "# 画线形图\n",
    "plt.plot(x, y)\n",
    "plt.savefig('images/2-1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 样式和颜色\n",
    "\n",
    "- 样式： '-'，'--'，'-.'，':'，'.'，','，，o，^，v，<，>，s，+，x，D，d，1，2，3，4，h，H，p，| ，_\n",
    "\n",
    "- 颜色： b(蓝色)，g(绿色)，r(红色)，c(青色)，m(品红)，y(黄色)，k(黑色)，w(白色)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IBgAAvrBypfT99yF5cCfFhjds3So98oh02nkxAIAQ98gj0nXXSf9/tEcoCa1xHF/5xz/MauNDh8wvFgAgtK1fL61dK5UtG/QnvBaEkQ1v6NvX3H/wgXTsmNUoAAA/kLPdtXNnqWpVu1ksoNjwhmuvNYtFT5yQ5s61nQYAYFNGhmnkJeW9GQ0xFBve4HDk/UJNn243CwDArg8/lNLSpISEkDh0rSAUG97Ss6eZm1u/Xlq3znYaAIAtOW86+/Qxh3aGoND8r/aFuDjp9tvNNaMbABCanE7p119NkZFzhlYIotjwpr59zXkpIbgYCAAgKTpa2rFD+uEH6YILbKexhq2v3nTTTdL+/VJkpO0kAABbwsOlZs1sp7CKkQ1vCguj0ACAUHXggHTypO0UfoFiwxeys6UVK8y8HQAgNPTtK9WpIy1aZDuJdRQbvjBwoNnuNGWK7SQAAF/Ys0davNh0kr7oIttprKPY8IV27cz9229LmZl2swAAvG/mTDOqfeONUsOGttNYR7HhC7fdJtWqZSrczz+3nQYA4E1ZWXntyUO0Y+iZKDZ8ISJC6t3bXE+bZjcLAMC7li2Tdu+WKlfO67cU4ig2fOX++839kiXmlxAAEJxyGjn27CmVL283i5+g2PCVBg3MIlG328zlAQCCT2qqtGCBuWYKJRfFhi/l/OL96192cwAAvKNKFWnNGmnCBKlJE9tp/AYdRH2pc2dp5UqpRQvbSQAA3tK4sbkhFyMbvlSunNSypTmCHgAQXNxu2wn8FsWGLcePS8eO2U4BAPCUnj2le+6Rtm2zncTvUGzYMG2aOf3vuedsJwEAeMK+fdK8edKcOTRvLADFhg1Vq5pRjRkzJJfLdhoAQGlNn26aed1wg3T55bbT+B2KDRvatzcjG7//Ln38se00AIDSOHUqr2HjoEF2s/gpig0bIiKkfv3M9Wuv2c0CACidzz4z0yjVqtExtBAUG7b07SuFh5ueG5s3204DACipnDeNffpIkZF2s/gpig1bLrhA6tjRXDO6AQCBaft26auvTEuDAQNsp/FbFBs2DR5s7ufMkU6csJsFAFB8cXGmW+iAAVK9erbT+C06iNp0883S3/8ude1qGn4BAAJLbKz02GO2U/g9ig2bHA7pySdtpwAAwKuYRvEntLoFgMAxZIj0/vs08SoCig1/sGmT1KULxxEDQKBYt06aOlXq1YujJ4qAYsMfZGSY5l7vvisdOWI7DQDgfHJ2EXbpIlWvbjdLAKDY8AeJidJVV5nW5TNn2k4DADiXtDRp7lxzTcfQIqHY8AcOR9422Ndfl7Kz7eYBABTunXfMyd1/+Ys5CwXnRbHhL7p3l2JipB07TIMYAID/cbvzplAGDTJvFnFeFBv+okIF6d57zTUdRQHAP33zjbRli3nOvuce22kCBsWGPxk40Nx/9pm0Z4/dLACAs0VEmKmTu++WoqNtpwkYNPXyJ40ame2vV1whVa5sOw0A4Ex//asZ3Th50naSgEKx4W+mTbOdAABwPmXK2E4QUJhGAQDgfE6dkl56STp82HaSgESx4Y9cLmnWLKlfP9tJAACStGCBNGKE1KwZ7QlKgGLDHx09KvXvL02fLq1ZYzsNAODll819r15SGC+dxcV3zB/VqmWOnZfyfsEBAHasWyf9+99mJwodQ0uEYsNfPfCAuZ83Tzp40G4WAAhlr7xi7u+8U6pd226WAEWx4a8SE6XrrjPbq15/3XYaAAhNv/0mvfeeuc55E4hio9jwZ8OHm/vXXjOLRgEAvvXGG1JmpnTtteaGEil2sXH48GElJCRo165duZ8bPny4HA5H7u2iiy7yZMbQ1aWLdMEF0qFD0vz5ttMAQOhxOk1PjZw3fyiRYjX1Onz4sNq1a5ev0JCkNWvW6IsvvlDz5s0lSeHh4R4LGNLKlDGnwa5cKdWrZzsNAISeF16QHnlEio21nSSgOdxut7uoX9yqVSt16NBBDzzwgHbu3Kl69erp1KlTiouL0759+1SxYsUShXA6nYqJiVFaWpqi6TWfn9vNqYIAAL9U1NfvYk2jTJs2TcPPGEratGmTsrOz1bRpU5UvX15t2rTR7t27S5YaZ6PQAADf27pV2rTJdoqgUaxiIyEh4azPpaSk6JJLLtHs2bO1ceNGRUREqH///ud8HJfLJafTme+G8zhwQBo7ltNgAcAXnn5aatxYeu4520mCQrGmUXL/ksORO41ypt27dyshIUGpqamFDqk8/fTTGjdu3FmfZxrlHG65RfrnP6XHH5fGj7edBgCC1759Zp3cqVPS+vVS06a2E/ktr0yjFEX16tWVnZ2tAwcOFPo1o0aNUlpaWu5tD+/Wz2/IEHP/5ptSRobdLAAQzKZONYVGixYUGh5S6mJj5MiRmjt3bu7Hq1atUlhYmOLj4wv9O5GRkYqOjs53w3m0b28q7aNHpXfftZ0GAIJTRobprSHRxMuDSl1sNGnSRKNHj9ayZcu0dOlSDRw4UL169VJUVJQn8iFHeLg0dKi5fvlls0sFAOBZ770nHTki1a0rdehgO03QKHWx0bNnT3Xr1k1dunRRjx491KZNG02ePNkT2XCmPn2kqChp82bTewMA4Dlud97hl0OHmoPX4BElWiDqafTZKIbBg0378o4dpQULbKcBgOCxZ485lyo9Xdq7V6pSxXYiv2dtgSi8bPhwqUIFc/JgdrbtNAAQPOLjpV9/lZYvp9DwMMaIAs2ll5oj50vYrRUAcA6RkRy45gWMbAQiCg0A8KwtW6SsLNspghbFRiBbvVr66ivbKQAgsP3xh9S8uXTxxWYaBR5HsRGo5s2TrrlGGjiQahwASmPGDOnYMdNi4Bw9olByFBuBql07c+Txf/8rffKJ7TQAEJhOnZJefNFcP/ywFMbLojfwXQ1UFSrktTD/xz9o8gUAJfHhh2bqpFo1qVcv22mCFsVGIBs6VCpXTvrhB+lf/7KdBgACi9tt3qxJ0rBhUvnydvMEMYqNQFa9unTvveY6538YAEDRrFghrVtniozBg22nCWoUG4Hu4Yclh0P6/HMpJcV2GgAIHJ9/bu7vv1+Ki7ObJcjR1CvQNWwodeokrVkj7dsnXXaZ7UQAEBgmTpRuv90cugavotgIBm+8IVWuLJUpYzsJAAQOh0O6/nrbKUICxUYwqFbNdgIACBxHj5pCg/NPfIY1G8Hk5Elp7lxzYiEAoGATJpipk9dft50kZFBsBJPbbpPuvtt0wwMAnM3pNFPPf/wh1aljO03IoNgIJnfeae5ffNGMcgAA8nvzTVNwNGpk3qDBJyg2gkmvXqb3xu7d0gcf2E4DAP4lM1N66SVz/cgjtCb3Ib7TwaRcOdMFT6KFOQCc6f33TYuAmjXNlDN8hmIj2AwaJEVFST/+KC1bZjsNAPgHt1t64QVzPXy4FBlpN0+IodgINnFxUp8+5poW5gBgbNokbdliDrEcONB2mpBDsRGMRowwc5Eul5SRYTsNANjXuLH03/9K775Lfw0LaOoVjBISpG3bpAYNbCcBAP8RH29u8DlGNoIVhQYAGAcO2E4Q8ig2gt3vv0tLl9pOAQB27NpluoW2by+dOGE7TchiGiWYpaRIzZpJ4eHSr79yhDKA0PP889KpU6bQKFfOdpqQxchGMGvUyNz+/FN65RXbaQDAt/bvl956y1w/+aTdLCGOYiOYORx5/4O98oqUlmY3DwD40sSJZlfeX/8qtWxpO01Io9gIdp07m9GNY8ekqVNtpwEA3zh8OO9U19GjzZsvWEOxEezCwqQnnjDXkyaZKRUACHYvvSQdP27WrbVubTtNyKPYCAXdu0v165tKf9o022kAwLuys6UPPzTXTz7JqIYfoNgIBRER0qhRUtmyUmqq7TQA4F1hYdL69dKsWVLHjrbTQJLD7bZ/NKjT6VRMTIzS0tIUHR1tO05wysw0PTcuuMB2EgBAkCjq6zcjG6GibFkKDQDBb/t2KSvLdgqcgWIjFK1bJ61YYTsFAHjWiRNSixbS5ZdLv/xiOw1OQ7ERaubPN6uzBw6k+gcQXN56Szp40OxCqVvXdhqchmIj1Nx6qzleedu2vNXaABDoMjOl554z1489ZqaO4TcoNkJNpUrSgw+a62efNVvEACDQzZkj7d4t1awp3X+/7TQ4A8VGKBo2zBQdmzZJn39uOw0AlM6pU9L48eb6kUc4cM0PUWyEoipVpCFDzPXf/y7Z3/0MACX3wQdmQWhcnDRggO00KADFRqgaMUIqX15avVr66ivbaQCg5BYvNvcjRkgVK9rNggJRbISq6tXNO4DataX0dNtpAKDkZs2Sli7NG7GF36GDaChLSzNzm5GRtpMAAAIQHURxfjExFBoAAte2bdKxY7ZToAgoNmCae737rvTDD7aTAEDRuN3S3XdLF16Yt2YDfotiA9K4cVLPnqYRDgAEgs8+k9asMdter7rKdhqcB8UGpH79TLe9lSul5cttpwGAc8vOlsaMMdfDh5sF7/BrFBuQ4uPz9qaPHk3fDQD+7aOPpI0bpehoaeRI22lQBBQbMEaNMjtTVq1i/hOA/8rKksaONdcPPSTFxtrNgyKh2IBRq5Y0dKi5HjOG0Q0A/um996QtW0wn5JxznuD3KDaQ59FHpQoVpLVrpYULbacBgLP98osUHm6er2JibKdBEUXYDgA/Uq2aeaewfLk5OREA/M3TT5vdczxHBRQ6iCK/kyeliAjJ4bCdBADg5+ggipIpU4ZCA4D/WbJE+ukn2ylQQhQbKNixY2ah6Lx5tpMACHUZGdL990tXXGGKDgQc1mygYDNmSH//u1S/vnT77WbEAwBseOMNaf9+0xPoxhttp0EJMLKBgg0caLry/fe/5vhmALDhzz+l8ePN9ZgxHB4ZoCg2ULAKFUyjL0l65hnJ5bKbB0BomjxZOnTIjLLed5/tNCihYhcbhw8fVkJCgnbt2pX7uc2bNysxMVFVqlTRyJEj5QcbXOAJAwdKF1wg7dkjTZ9uOw2AUON0Ss8/b66ffprp3ABWrGLj8OHDateuXb5Cw+VyqX379mrWrJnWrFmjlJQUzWLYPTiUKyc9+aS5fvZZs0gLAHzlpZeko0elSy+V7rrLdhqUQrGKje7du+uuM37gixYtUlpamiZNmqQGDRooOTlZM2bM8GhIWNSnj3ThhdKBA9Jrr9lOAyCUVKsmVa0qjRtnuoYiYBVrN8q0adOUkJCgBx54IPdzGzZsUFJSkqKioiRJjRs3VkpKyjkfx+VyyXXaGgCn01mcGPClsmWlv/3NHD/fubPtNABCyaBBpltohQq2k6CUijWykZCQcNbnnE5nvs87HA6Fh4crNTW10McZP368YmJicm/x8fHFiQFf69VLeustqYCfPwB4VaVKUhh7GQJdqX+CERERijxjK1K5cuV0/PjxQv/OqFGjlJaWlnvbs2dPaWPAl7KybCcAEMzGjZM++YTTp4NIqZt6xcbGavPmzfk+l56errJlyxb6dyIjI88qUBAAduyQHntMio2V3nzTdhoAwWjTJjN1m50t/fij1KSJ7UTwgFKPbCQmJmrVqlW5H+/cuVMul0uxsbGlfWj4m4MHpY8+Mt1Fz7MuBwBK5PHHTaFxxx0UGkGk1MVGixYt5HQ6NXPmTElScnKyWrVqpXBWDgefv/7VLBLNzjZPCADgScuXS19+aU6eTk62nQYe5JE1G9OnT9fQoUNVtWpVLVy4UM8995wnssEfjR9vtqB99pn09de20wAIFtnZ0siR5nrgQKlhQ7t54FEOt4fafR48eFBr165VUlKS4uLiivV3nU6nYmJilJaWpujoaE/EgTcNHmx6biQmSt9/z0pxAKU3d650991m98mOHabHBvxeUV+/PfYqUbNmTbVt27bYhQYC0NixUsWK0urV0gcf2E4DINBlZkpPPGGuH3+cQiMI8ZYUxVejhvToo+Z6yhS7WQAEvjJlzGjp//6v9OCDttPAC0q99RUh6qGHpPLlzZQKAJSGwyHdequ5IShRbKBkKlSQHnnEdgoAgS4z0xyLgKDGNApKLytLWrfOdgoAgWbXLqluXXOMPJ2JgxrFBkrnyBGpWTOpeXNp927baQAEkjFjpN9+k5YsYVdbkOOni9KJjZUqV5ZcLumpp2ynARAo1q+X5swx188/b9ZtIGhRbKB0HA7zRCFJ77wjbdhgNw8A/+d25zXwuusuMzqKoEaxgdK75hqpWzfzBJKzJRYACrNkibRsmVkY+uyzttPAByg24BnJyWav/NKl0uLFttMA8FenTuWNagwbJtWrZzUOfINiA55Rv740dKi5fvBBs50NAM70n/9IP/9s1nvldA1F0KPYgOeMHStVr26eRH7/3XYaAP7or3+VNm6U3n7bPFcgJNDUC54TEyOtWiUlJLCyHEDhGjUyN4QMRjbgWfXrU2gAONtPP7FbLYRRbMA70tOlxx4zR9ADCG1utzRggHTVVdKsWbbTwAKKDXjHmDGm/8awYVJ2tu00AGyaO1f69lupXDmpVSvbaWABxQa8Y9QoKTpaWrOGdzJAKEtPz9vq+uSTUp06dvPACooNeEeNGmZ3iiQ9/rh07JjVOAAsSU6WDhyQGjSQHnrIdhpYQrEB7xk6VLr0UrMN9m9/s50GgK9t3y5NnGiuX3zRTKMgJFFswHvKlpVeecVcv/qqlJJiNw8A3xoxQjp5UmrTRmrXznYaWESxAe+65RapUyfTonjUKNtpAPiK222KjOrVpZdeYkt8iKOpF7xv4kSzWDQ52XYSAL7icJip1H79pMhI22lgGcUGvK9+fdOaGEBocLvzRjIoNCCmUWDDnj22EwDwlv37pSuvlD77zBQdgCg24Et//indead0ySXSr7/aTgPAGx57zLQlZ9oUp6HYgO9ERUmHDkkZGdLw4bzrAYLNypXSnDlmCuWVV1gUilwUG/Adh0OaMkWKiJA+/VT65BPbiQB4yokTUv/+5rp/fykx0W4e+BWKDfjW5ZebYVbJnJuSlmY3DwDPSE42Tbxq1ZImTLCdBn6GYgO+N3q01LChWUj2xBO20wAorZ9+yiswXn1VqlzZahz4H4oN+F65ctLrr5vr116TvvvObh4ApfPhh6ZTaIcO0u23204DP0SfDdhx883SffdJ//ynmesFELjGjjXbXa+8kkWhKBDFBux58UUpPFyqVMl2EgCl1aGD7QTwY0yjwJ7KlSk0gED2yivSb7/ZToEAQLEB+7KzpenTpTvuoPcGECg+/VR64AHpiiuk9HTbaeDnKDZg3759psnXRx9xhgoQCNLTpSFDzPX99zNCifOi2IB98fHSuHHm+uGHTZdRAP5r9Ghp715zyOJTT9lOgwBAsQH/8OCDUpMm0tGj0kMP2U4DoDA//GB6aUhmC3tUlN08CAgUG/APZcpI06aZbXPvvistXWo7EYAznTwp9etn1lbdc490yy22EyFAUGzAfyQmmrUbkjRwoHT8uN08APKbOlXauFGKi5MmTrSdBgGEPhvwL888I338sbRrl/TVV1LHjrYTAcjRu7e0Y4d09dVStWq20yCAUGzAv1SqZHakREVJ115rOw2A00VHm94aQDFRbMD/3HST7QQATrdundS0qRTGzDtKht8c+Leff5YmTbKdAghdmzZJ111nFoPSvAslxMgG/NeBA1KzZmah6F/+IrVubTsREFoyM6Vevcx9VJRUsaLtRAhQjGzAf9WqZboTSuY+NdVuHiDU/O1v0o8/mt0nOVvTgRKg2IB/e+45qWFDaf9+adgw22mA0PGf/0jjx5vr11+Xata0mwcBjWID/i0qSnrnHbMw7d13zfkpALzr+HEzfZKdLd11lzkkESgFig34v6Qk6fHHzfWAARxpDXjbE09I27ZJtWtLkyfbToMgQLGBwDB2rDk75cgRdqcA3nbPPWZR9ltvSVWq2E6DIMBuFASGsmWl2bOlhQvzRjkAeEezZmZhaAQvEfAMfpMQOK64wtwAeMeePVJ8vLmm0IAHMY2CwORySW+8YRawASi9hQulBg2k55+3nQRBiNIVgSc727Q0X7VKOnFCeuAB24mAwPb771L//uYI+SNHbKdBEGJkA4EnLMxsy5Okxx6TNmywmwcIZNnZ0n33SYcOSZdfbhp5AR5GsYHANGCA1K6dmU65807ObABK6oUXpC+/lMqVM71sIiNtJ0IQothAYHI4pFmzzGK27dulgQMlt9t2KiCwfPed6akhmaPjGze2mwdBy2PFxvDhw+VwOHJvF110kaceGihYXJz0/vtSeLg0d640Y4btREDgSEuTuneXsrKkHj2kvn1tJ0IQ81ixsWbNGn3xxRdKTU1Vamqq1q9f76mHBgrXvLn07LPm+qmnpIwMu3mAQBEdLY0YYZp3vfEGh6zBqxxud+nHnk+dOqW4uDjt27dPFUtwBLHT6VRMTIzS0tIUHR1d2jgINdnZptHXoEFSQoLtNEBgOXlSKlPGdgoEqKK+fntkZGPTpk3Kzs5W06ZNVb58ebVp00a7d+8u9OtdLpecTme+G1BiYWGmNwCFBnB+W7bkX1BNoQEf8EixkZKSoksuuUSzZ8/Wxo0bFRERof79+xf69ePHj1dMTEzuLT6nYx3gCYsXmzUcAPJLTZVuvVW6+mrpl19sp0EI8cg0ypl2796thIQEpaamFjis4nK55HK5cj92Op2Kj49nGgWlt3KlafhVvry0erWZjwZgdmt17pzXKXTdOrNuAygFn06jnKl69erKzs7WgQMHCvzzyMhIRUdH57sBHtGihdS6tVkoeued0p9/2k4E+IdXXjGFRtmy0vz5FBrwKY8UGyNHjtTc04atV61apbCwMKZH4HthYdI770i1apm56aFDbScC7Fu9Who50lxPmiRddZXdPAg5HjkbpUmTJho9erRq1KihrKwsDRs2TL169VJUVJQnHh4onurVpffek26+2TT+uvFG6d57bacC7Dh2TOra1ew6ueMOafBg24kQgjwystGzZ09169ZNXbp0UY8ePdSmTRtNnjzZEw8NlEzLltLTT5vrwYM5PwWh6/HHpV27zG6t6dPppwErvLJAtLjoswGvyMqSbrtNWrrUHC41ZoztRIDvHTok9ewpJSebXSiABxX19Zsj5hG8wsNNO/MvvjBPtkAoql7dFNyARRzEhuBWpUr+QiMriwPbEPzWrjXrlQA/QbGB0HHkiHTLLdKUKbaTAN5z8KDUqZPUu7f01lu20wCSmEZBKPngA2nFCumbb6RGjaT/+R/biQDPcrlM4669e6VLL5W6dLGdCJDEyAZCyYAB0j33mKmUO++kXTOCi9stDRwoff+9VLmy9OmnUkyM7VSAJIoNhBKHQ3rzTenaa80ZER06SBwCiGDx4otmnUZ4uOkQ2rCh7URALooNhJZy5aRPPpFq1zYdRu+6y4x0AIFs8eL8HUJvucVuHuAMFBsIPbVqSQsWmMLjiy+kceNsJwJKZ9MmKTtb6tNHGjbMdhrgLBQbCE2JidKMGVL9+lK3brbTAKUzcqT01VfS1Kl0CIVfooMoQtuJE2aEAwg0mZnm95fnTFhk9Yh5IGCcXmh89ZX000/2sgBFlZ1tDhds2VL67TfbaYDzos8GIJkFdh06mNbO334rXXih7URAwdxu6cEHTSv+iAhp82apRg3bqYBzYmQDkKRrrjFbBfftk1q3lg4ftp0IKFhysvTqq+b6nXdoToeAQLEBSFJsrLRkiRQfL23dak6L/eMP26mA/N58Uxo92ly//LLUo4fdPEARUWwAOerUMadjxsVJq1dLt99uFuEB/uDjj6VBg8z1k09Kw4fbzQMUA8UGcLpLL5W+/FKqUMEsGL33XrMYD7ApM1N69FHzu9ivn/TMM7YTAcVCsQGc6ZprzLvIMmXMbhWKDdhWtqy0bJk0YoT02mv00kDAoc8GUJj166WmTXlihz2nTpkdJ4Cfos8GUFpXXplXaGRlSV9/bTcPQsuBA1KTJmaUDQhwFBvA+Zw8KXXtKt10k+ltAHjb4cNSmzZSSor0+OMsVEbAo9gAziciQqpa1TRTuvtuafZs24kQzA4dkm6+Wdq40TTrWrTIrNkAAhjFBnA+Doc54KpPn7w20W+9ZTsVgtGBA9KNN5pTXGvVklaskBo0sJ0KKDWKDaAowsNNQ6XBg80IR58+ZlcA4Cl795qzTrZsMT1fvv5aatTIdirAIyg2gKIKC5MmTzbbDyVTeEyebDcTgsf06dL27eZcnm++Me3zgSDBniqgOBwOaeJEKTJSeukl6bLLbCdCsHjqKbPVtX9/qW5d22kAj6LPBlASbre0Y4d00UW2kyCQ/fqrVLu2aSAHBCD6bADe5HDkLzRSUqQJE0wRAhTFTz9J115rdjidOmU7DeBVTKMApXXsmDnm++BBKTXVFB10HcW5bNggtWpl+mls2yalp0tVqthOBXgNIxtAaVWuLD3xhLl+/nlp6FDeqaJw335r+mgcPiw1ayYtX06hgaBHsQF4wrBh0uuv5/Xk6NBBcjptp4K/mTvXFBpHj0pJSdI//ynFxtpOBXgdxQbgKQMGSB9+KJUvb7o+Xn+9tHu37VTwF5MmmfUZmZlS586m0Khc2XYqwCcoNgBPuv120yOhZk3TBXLMGNuJ4C+SksyW6UcfNUVphQq2EwE+wwJRwNOuvlr64QfpscekV1+1nQY2ZWebZnCS1Ly52bVUv77dTIAFjGwA3hAfb+bnc/adu93S4sVsjQ0lP/8sXXWV2XmSg0IDIYpiA/CFSZOkW2+V+vXjuPBQsHy5dN11ptAYPpwiEyGPYgPwhchIM5w+Y4YpOlJTbSeCt7z1ltS6tem/0ry5WZ9B3xWEOIoNwBeGDpU+/VSqWNG8673mGmntWtup4EknTpifc58+ps9K9+7SsmVStWq2kwHWUWwAvtK2rfTvf5tDtn75xQyzv/giQ+zB4PffTevxKVPMx2PGmDU75crZzQX4CYoNwJeaNJHWr5c6dZJOnjTbILdssZ0KpRUXZw5Uq1ZN+vJL6W9/Y+oEOA1bXwFfi42VPv7YdBx1uTimPlClpUkREaZfRliY9M47ZvqkVi3byQC/w8gGYIPDIQ0aJD34YN7nNm40w+8nT1qLhSL6/nupaVPTpj5HtWoUGkAhKDYAf5CZKXXrJv3971LLltKuXbYToSDZ2eZU3xtuMD+jlSvNOScAzoliA/AHZctK48ZJMTHSqlXmXfMHH9hOhdPt32+2tI4aZaZLunUz6284SA04L4oNwF907Sr9+KM5QyMtzXzcoQOjHLadOiW98orUqJE5PC0qyvRLee89UxwCOC+KDcCf1KtnDnIbM0YqU0b67DOzgHTzZtvJQtfx42bqxOmUEhOlNWuk++9ntwlQDA632/4mf6fTqZiYGKWlpSk65ywJINRt2SINGSJlZZm1Aby4+U5qqjn+Ped7vmCB9NtvUt++Uni4zWSAXynq6zcjG4C/atTIdKBcuDDvRS8tTRo40KwfgOdlZ5spkoYNpdmz8z7fqZM0YACFBlBCFBuAP3M4zDvsHGPHSm+8IV16qfTSS2Y9ATxjwwbp+uvN6MWRI6ZvBgCPoNgAAsm995q22Onp0ogRUrNm5swV+7OhgWvPHjNdddVVZidQxYrSxInSokW2kwFBg2IDCCRXXil995305ptSlSqmEVjHjubzn3xiO13gmTpVatDA3Gdnmx1AP/8sPfSQWaALwCMoNoBAExYm9esnbdsmPf64eSe+YYPZlonzO30U6KqrTMfWm26SVqyQ5s2TLrjAXjYgSLEbBQh0R49KL79sjjavW9d87scfzRH299xjGoZB2rRJevZZc2DapEn5P3/FFfZyAQGsqK/fFBtAMOrc2WzXrFvXjH706mUODAs1bre0erU0frz5fkhS+fLSgQM05AI8gK2vQKhyu83ZHTVqSLt3S4MHm+t77zVbabOybCf0vn37pOeeky6/3CyoXbDA7Oy5806zCJRCA/Apig0g2DgcZoHjzp3Sq6+aBZB//mm2crZqZVqgB7u33zYjOikpUmSkmU7avFmaP19q0sR2OiDkUGwAwap8eWnoUGn7dunbb00zsMqVpVtuyfsap9P06/jtN1spSycrS1qyROrZM/9unLvvllq0kKZPN/9t77xj2r4DsII1G0AocbnMC3RUlPl45kxzzkd4uDkArmVL8yLdvLlUqZLdrAXJzjajFd98Y24rVkiHDpk/u+026Ysv7OYDQoyVNRubN29WYmKiqlSpopEjR8oP6hgAp4uMzCs0JCkuzqxpyMoyox/JyVKbNqaHR2Kifx0Ad+qU2ZZ6xRWmCde8eabQiI01H48dazshgEJEeOqBXC6X2rdvr9atW+v999/X8OHDNWvWLPXu3dtT/wQAT+vQwdx27jSHvX3zjfT11+bjNWukmjXzvvbNN01DsQsvzLvVqyfFx5due63bLR0+LP36q7Rrl7n/9VfTRyQzU1q+3HxdRISUkGCmfpo3NyMwLVpI113H9l7Az3lsGmXBggW6//77tXfvXkVFRWnDhg0aMmSI/v3vf5/37zKNAviZPXukdetMd9IcN99spi3O5HBItWqZtSE5oyZvvGFOrS2IwyG9+GLexzfeaAqcgoSFmT4iObtH9u6VqlenuAD8RFFfvz02srFhwwYlJSUp6v+fbBo3bqyUlJQCv9blcsnlcuULC8CPxMeb2+lGjDC7WXJGHnJGIU6ckDIy8k/PLFggLV5c8GOfWWzUqmXua9c+e9Tk2mtNh9Qcdep44D8OgK95rNhwOp1KSEjI/djhcCg8PFypqamqUqVKvq8dP368xo0b56l/GoAvtG9vbqdzu6Xff89bpJmjWzfTCrwgDkf+j6dOlWbNMutJAAQljxUbERERijzjyaJcuXI6fvz4WcXGqFGj9NBDD+V+7HQ6FX/muygA/s/hMNMa1avn//x99xX9Mc54fgAQfDxWbMTGxmrzGSvX09PTVbaAudXIyMizChMAABCcPLb1NTExUatWrcr9eOfOnXK5XIqNjfXUPwEAAAKQx4qNFi1ayOl0aubMmZKk5ORktWrVSuHh4Z76JwAAQADy6JqN6dOnq0ePHho5cqTCwsK0cuVKTz08AAAIUB4rNiSpQ4cO2rFjh9auXaukpCTFxcV58uEBAEAA8mixIUk1a9ZU27ZtPf2wAAAgQHHqKwAA8CqKDQAA4FUUGwAAwKsoNgAAgFdRbAAAAK+i2AAAAF5FsQEAALzK4302SsLtdksyp78CAIDAkPO6nfM6Xhi/KDbS09MliWPmAQAIQOnp6YqJiSn0zx3u85UjPpCdna39+/erUqVKcjgctuNY5XQ6FR8frz179ig6Otp2nKDG99o3+D77Bt9n3+D7nJ/b7VZ6erpq166tsLDCV2b4xchGWFiY6tSpYzuGX4mOjuYX2Uf4XvsG32ff4PvsG3yf85xrRCMHC0QBAIBXUWwAAACvotjwM5GRkRo7dqwiIyNtRwl6fK99g++zb/B99g2+zyXjFwtEAQBA8GJkAwAAeBXFBgAA8CqKDQAA4FUUGwGgTZs2mjVrlu0YQWnhwoWqX7++IiIi1LRpU23ZssV2JKDY+D32PZ6Xi4diw8+9++67WrJkie0YQWnHjh3q3bu3JkyYoH379uniiy9W3759bccKKps3b1ZiYqKqVKmikSNHnvf8BBQfv8e+x/Ny8VFs+LGjR4/q4Ycf1iWXXGI7SlDasmWLJkyYoK5du6pGjRoaNGiQ1q9fbztW0HC5XGrfvr2aNWumNWvWKCUlhXeCXsDvsW/xvFwyftGuHAV7+OGH1blzZ2VkZNiOEpTatWuX7+OtW7eqYcOGltIEn0WLFiktLU2TJk1SVFSUkpOTNWTIEPXu3dt2tKDC77Fv8bxcMoxsWNSpUydVrlz5rNvkyZO1YsUKLVu2TM8//7ztmAHvXN/nHJmZmZo4caIGDhxoMWlw2bBhg5KSkhQVFSVJaty4sVJSUiynCm78HnsXz8slx8iGRW+88UaB1XFsbKyuvvpqvfbaa6pUqZKFZMHlXN/nHGPHjlWFChWY6/Ygp9OphISE3I8dDofCw8OVmpqqKlWqWEwWvPg99p4TJ05owIABPC+XEMWGRTVq1Cjw808++aQSExPVtm1bHycKToV9n3MsX75cU6ZM0ffff68yZcr4KFXwi4iIOKulc7ly5XT8+HGKDS/g99i7nnnmGZ6XS4Fiww/NnTtXv//+uypXrixJOn78uObPn68ffvhBU6dOtRsuyOzcuVM9evTQlClTdNlll9mOE1RiY2O1efPmfJ9LT09X2bJlLSUKXvweex/Py6VDseGH/vWvf+nUqVO5Hz/yyCNKSkrSfffdZy9UEMrIyFC7du3UsWNHde7cWX/88YckqUKFCnI4HJbTBb7ExERNmzYt9+OdO3fK5XLlm75C6fF77Bs8L5cOxYYfqlOnTr6PK1asqKpVq6pq1aqWEgWnpUuXKiUlRSkpKWe9KNarV89esCDRokULOZ1OzZw5U71791ZycrJatWql8PBw29GCCr/HvsHzculw6isAr/n000/Vo0cPlS9fXmFhYVq5ciXD/EAIotgA4FUHDx7U2rVrlZSUpLi4ONtxAFhAsQEAALyKpl4AAMCrKDYAAIBXUWwAAACvotgAAABeRbEBAAC8imIDAAB4FcUGAADwKooNAADgVRQbAADAq/4PKQRSvSt9TAQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制抛物线\n",
    "x = np.linspace(-5, 5, 50)\n",
    "y =  x**2\n",
    "plt.plot(x, y, 'r--')\n",
    "plt.savefig('images/2-2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 画布配置\n",
    "- plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画布配置\n",
    "# figsize: 画布大小，宽高\n",
    "# dpi ：分辨率\n",
    "# facecolor: 背景颜色\n",
    "fig = plt.figure(figsize=(6, 4), dpi=100, facecolor='#11aa11')\n",
    "\n",
    "# 绘制正弦曲线\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 设置网格线\n",
    "plt.grid()\n",
    "plt.show()\n",
    "# 保存图片\n",
    "fig.savefig('images/2-3.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 在一个画布上绘制多个图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 8)\n",
    "\n",
    "plt.plot(x, np.sin(x))\n",
    "plt.plot(x, np.cos(x), 'r')\n",
    "plt.plot(x, -np.sin(x), 'g--')\n",
    "\n",
    "plt.savefig('images/2-4.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 立刻显示图片 \n",
    "- show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 8)\n",
    "plt.plot(x, np.sin(x))\n",
    "plt.show()\n",
    "\n",
    "plt.plot(x, np.cos(x), 'r')\n",
    "plt.plot(x, -np.sin(x), 'g--')\n",
    "\n",
    "plt.savefig('images/2-5.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
